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Chihaoui Mamlouk A, Ouergui I, Ben Waer F, Zarrouk F, Gmada N, Younes M, Bouhlel E. Telic-Paratelic Dominance and Heart Rate Variability in Athletes Engaged in Power and Endurance Training. Percept Mot Skills 2024; 131:861-875. [PMID: 38520178 DOI: 10.1177/00315125241237045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/25/2024]
Abstract
Purpose: The current study aimed to evaluate the telic-paratelic tendency and heart rate variability in athlete participants from different sports activities.Methods: We assigned 117 healthy participants (M age = 20, SD = 3 years) into three groups according to their training activity: power-trained (PT; n=43), endurance-trained (ET; n=36), and healthy untrained individuals (n=38). We assessed their telic-paratelic tendencies with the validated Telic Dominance Scale and their autonomic nervous system activity with heart rate variability (HRV) analyses.Results: Our findings revealed no significant differences in the telic-paratelic tendencies between ET and PT groups. However, significant differences were observed between athletes and untrained individuals (p = 0.001). Indeed, compared to untrained participants, ET and PT athletes had a greater telic tendency (both p = 0.001), were more focused on planning orientation (ET: p = 0.003; PT: p=0.001), and less often avoided arousal or activation (For ET 31% and for PT 26% of participants). The paratelic tendency was more important in untrained individuals, with most of these participants lacking in seriousmindedness and planning. In addition, we found higher HRV in paratelic ET athletes (SDNN p = 0.050, LF p = 0.022, and LF/HF p = 0.031) compared to their telic peers.Conclusion: our results suggest that sport activity did not influence the telic-paratelic tendency. Nevertheless, this tendency differentiates trained from untrained participants. HRV was higher among paratelic ET athletes, potentially reflecting less stress and more training adaptability in these athletes.
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Affiliation(s)
- Afek Chihaoui Mamlouk
- Centre d'études des transformations des activités physiques et sportives (CETAPS), UFR STAPS, Rouen, France
| | - Ibrahim Ouergui
- High Institute of Sport and Physical Education Kef, University of Jendouba, El Kef, Tunisia
- Sports Science, Health and Movement, University of Jendouba, El Kef, Tunisia
| | - Fatma Ben Waer
- Research Laboratory Education, Motricité, Sport et Santé, LR19JS01, High Institute of Sport and Physical Education of Sfax, University of Sfax, Tunisia
| | - Fayçal Zarrouk
- High Institute of Sport and Physical Education Ksar Said, University of Manouba, Tunis, Tunisia
| | - Nabil Gmada
- Physical Education and Sport Sciences Department, Sultan Qaboos University, Muscat, Oman
| | | | - Ezdine Bouhlel
- High Institute of Sport and Physical Education Ksar Said, University of Manouba, Tunis, Tunisia
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Bentley RF, Dorian P, Vecchiarelli E, Banks L, Connelly KA, Yan AT, Osman W, Goodman JM. The effect of chronic exercise training and acute exercise on power spectral analysis of heart rate variability. Appl Physiol Nutr Metab 2024; 49:148-156. [PMID: 37751466 DOI: 10.1139/apnm-2023-0007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/28/2023]
Abstract
Moderate to vigorous physical activity performed regularly is cardioprotective and reduces all-cause mortality, concomitant with increased resting heart rate variability (HRV). However, there are contradictory reports regarding the effects of chronic and acute exercise on nocturnal HRV in those performing exercise well-beyond physical activity guidelines. Therefore, the purpose of this study was to compare the power spectral analysis components of HRV in middle-aged endurance athletes (EA) and recreationally active individuals (REC) and explore acute exercise effects in EA. A total of 119 EA (52, 49-57 years) and 32 REC (56, 52-60 years) were recruited to complete 24 h Holter monitoring (GE SEER 1000) in the absence of exercise. Fifty one EA (52, 49-57 years) then underwent 24 h Holter monitoring following an intense bout of endurance exercise. Power spectral HRV analysis was completed hourly and averaged to quantify morning (1000-1200 h), evening (1900-2100 h), and nocturnal (0200-0400 h) HRV. EA had greater very low frequency (VLF) and low frequency (LF) (both p < 0.001) compared to REC. LF/high frequency (HF) was greater in EA at 0200-0400 h (p = 0.04). Among all participants, the change in HR and HF from 1000-1200 to 0200-0400 h was negatively correlated (r = -0.47, p < 0.001). Following acute exercise in EA, only nocturnal HRV was assessed. VLF (p < 0.001) and HF (p = 0.008) decreased, while LF/HF increased (p = 0.02). These results suggest that in EA, both long-term and acute exercises increase nocturnal sympathovagal activity through an increase in LF and decrease in HF, respectively. Further work is required to understand the mechanism underlying reduced nocturnal HRV in middle-aged EA and the long-term health implications.
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Affiliation(s)
- Robert F Bentley
- Faculty of Kinesiology and Physical Education, University of Toronto, Toronto, ON M5S 2C9, Canada
| | - Paul Dorian
- Department of Medicine, University of Toronto, Toronto, ON M5G 2C4, Canada
- Division of Cardiology, St. Michael's Hospital, Toronto, ON M5B 1W8, Canada
- Keenan Research Centre of the Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5B 1T8, Canada
- Heart and Stroke/Richard Lewar Centres of Excellence in Cardiovascular Research, University of Toronto
| | - Emily Vecchiarelli
- Faculty of Kinesiology and Physical Education, University of Toronto, Toronto, ON M5S 2C9, Canada
| | - Laura Banks
- University Health Network/Toronto Rehabilitation Institute, Cardiovascular Prevention and Rehabilitation Program, Toronto, ON M5G 2A2, Canada
| | - Kim A Connelly
- Department of Medicine, University of Toronto, Toronto, ON M5G 2C4, Canada
- Division of Cardiology, St. Michael's Hospital, Toronto, ON M5B 1W8, Canada
- Keenan Research Centre of the Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5B 1T8, Canada
- Heart and Stroke/Richard Lewar Centres of Excellence in Cardiovascular Research, University of Toronto
| | - Andrew T Yan
- Department of Medicine, University of Toronto, Toronto, ON M5G 2C4, Canada
- Division of Cardiology, St. Michael's Hospital, Toronto, ON M5B 1W8, Canada
- Keenan Research Centre of the Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON M5B 1T8, Canada
| | - Wesseem Osman
- Department of Medicine, University of Toronto, Toronto, ON M5G 2C4, Canada
| | - Jack M Goodman
- Faculty of Kinesiology and Physical Education, University of Toronto, Toronto, ON M5S 2C9, Canada
- University Health Network/Toronto Rehabilitation Institute, Cardiovascular Prevention and Rehabilitation Program, Toronto, ON M5G 2A2, Canada
- Division of Cardiology, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
- Heart and Stroke/Richard Lewar Centres of Excellence in Cardiovascular Research, University of Toronto
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Matusik PS, Zhong C, Matusik PT, Alomar O, Stein PK. Neuroimaging Studies of the Neural Correlates of Heart Rate Variability: A Systematic Review. J Clin Med 2023; 12:jcm12031016. [PMID: 36769662 PMCID: PMC9917610 DOI: 10.3390/jcm12031016] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2022] [Revised: 01/20/2023] [Accepted: 01/22/2023] [Indexed: 02/03/2023] Open
Abstract
Direct and indirect links between brain regions and cardiac function have been reported. We performed a systematic literature review to summarize current knowledge regarding the associations of heart rate variability (HRV) and brain region morphology, activity and connectivity involved in autonomic control at rest in healthy subjects. Both positive and negative correlations of cortical thickness and gray matter volumes of brain structures with HRV were observed. The strongest were found for a cluster located within the cingulate cortex. A decline in HRV, as well as cortical thickness with increasing age, especially in the orbitofrontal cortex were noted. When associations of region-specific brain activity with HRV were examined, HRV correlated most strongly with activity in the insula, cingulate cortex, frontal and prefrontal cortices, hippocampus, thalamus, striatum and amygdala. Furthermore, significant correlations, largely positive, between HRV and brain region connectivity (in the amygdala, cingulate cortex and prefrontal cortex) were observed. Notably, right-sided neural structures may be preferentially involved in heart rate and HRV control. However, the evidence for left hemispheric control of cardiac vagal function has also been reported. Our findings provide support for the premise that the brain and the heart are interconnected by both structural and functional networks and indicate complex multi-level interactions. Further studies of brain-heart associations promise to yield insights into their relationship to health and disease.
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Affiliation(s)
- Patrycja S. Matusik
- Department of Diagnostic Imaging, University Hospital, 30-688 Kraków, Poland
| | - Chuwen Zhong
- Center for Social Epidemiology and Population Health, Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, MI 48109, USA
| | - Paweł T. Matusik
- Department of Electrocardiology, Institute of Cardiology, Faculty of Medicine, Jagiellonian University Medical College, 31-202 Kraków, Poland
- Department of Electrocardiology, The John Paul II Hospital, 31-202 Kraków, Poland
| | - Omar Alomar
- Department of Internal Medicine, Cardiovascular Division, Washington University School of Medicine, Saint Louis, MO 63110, USA
| | - Phyllis K. Stein
- Department of Internal Medicine, Cardiovascular Division, Washington University School of Medicine, Saint Louis, MO 63110, USA
- Correspondence:
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Conte D, Palumbo F, Guidotti F, Matulaitis K, Capranica L, Tessitore A. Investigating External and Internal Loads in Male Older Adult Basketball Players during Official Games. J Funct Morphol Kinesiol 2022; 7:jfmk7040111. [PMID: 36547657 PMCID: PMC9782224 DOI: 10.3390/jfmk7040111] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Revised: 11/20/2022] [Accepted: 11/28/2022] [Indexed: 12/12/2022] Open
Abstract
This study aimed at assessing the external [Player Load (PL), acceleration (ACC), changes of direction (COD), JUMP, and their relative values (PL/min; ACC/min; COD/min and JUMP/min)] and internal [percentage of the peak heart rate (%HRpeak) and the training load calculated with the session rating of perceived exertion (sRPE) method (sRPE-load)] loads of masters (senior citizen) basketball players during official games. Thirteen male basketball masters players (age: 66.6 ± 2.1 years; body mass: 89.9 ± 8.7 kg; stature: 183.7 ± 4.6 cm) were monitored during an official Lietuvos Krepsinio Veteranu Lyga (LKVL) 65-year game. Beside descriptive analysis, a chi-square goodness of fit test was adopted to assess the differences in the distribution within JUMP, ACC and COD classes of intensities (i.e., low, medium and high). The results revealed PL = 269.9 ± 83.3 AU and PL/min = 6.54 ± 1.29 AU/min. Moreover, significant differences (p < 0.001) in the distribution of the intensity classes were found for JUMP, ACC, and COD, with the lowest intensities as the most frequent. Finally, HRpeak = 81.7 ± 8.1% and sRPE-load = 148.9 ± 69.7 AU were found, with sRPE = ~3 AU. In conclusion, a low external load during an official basketball game was found compared to other basketball populations. Moreover, a high objective internal load did not correspond to a low perceived demand, which might increase the training adherence and motivation during long-term studies.
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Affiliation(s)
- Daniele Conte
- Institute of Sport Science and Innovations, Lithuanian Sports University, 44221 Kaunas, Lithuania
- Department of Movement, Human and Health Sciences, University of Rome “Foro Italico”, 00135 Rome, Italy
| | - Federico Palumbo
- Department of Movement, Human and Health Sciences, University of Rome “Foro Italico”, 00135 Rome, Italy
| | - Flavia Guidotti
- Department of Movement, Human and Health Sciences, University of Rome “Foro Italico”, 00135 Rome, Italy
- Correspondence: ; Tel.: +39-3485446432
| | - Kestutis Matulaitis
- Department of Coaching Science, Lithuanian Sports University, 44221 Kaunas, Lithuania
| | - Laura Capranica
- Department of Movement, Human and Health Sciences, University of Rome “Foro Italico”, 00135 Rome, Italy
| | - Antonio Tessitore
- Department of Movement, Human and Health Sciences, University of Rome “Foro Italico”, 00135 Rome, Italy
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Honorato FS, de Deus LA, Reis AL, Neves RVP, Corrêa HDL, Medeiros APB, Haberland DF, Medeiros RMV, Prestes J, Ferreira CES, Rosa TS. Could cardiac autonomic modulation be an objective method to identify hypobaric hypoxia symptoms at 25.000ft among Brazilian military airmen? Front Physiol 2022; 13:1005016. [PMID: 36406989 PMCID: PMC9669981 DOI: 10.3389/fphys.2022.1005016] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Accepted: 10/20/2022] [Indexed: 11/25/2023] Open
Abstract
Hypobaric hypoxia during a flight can cause accidents, resulting in deaths. Heart rate variability may be more sensitive than self-reported hypoxia symptoms to the effects of HH. The level of physical fitness can contribute to efficient cardiac autonomic modulation. However, no studies have examined the association between fitness, heart rate variability, and the time of onset of hypobaric hypoxia symptoms. To analyze the influence of hypobaric hypoxia on cardiac autonomic function at the time of onset of the first symptoms and its association with physical fitness. Male airmen trained and belonging to the staff of the Brazilian Air Force (n = 23; 30 ± 6.7 years) participated in a flight simulation in a 25.000 ft hypobaric chamber. Heart rate variability was recorded with a Polar® cardiac monitor. Data were analyzed in the time-domain method using Kubios software. We evaluated pulse oximetry with the Mindray PM-60 oximeter. Physical fitness assessment test results were collected from the archive. At moments rest vs. hypoxia revealed a decrease in heart rate variability indices iRR and RMSSD (p < 0.001). The individual analysis of hypoxia-rest variation showed that 100% of the airmen had a negative delta for both iRR and RMSSD indices. The time of onset of hypoxia symptoms was not associated with body composition, physical fitness, oxygen saturation, and HRV indices. Also, we suggest that cardiac autonomic modulation seems to be more sensitive to the effects of hypobaric hypoxia at 25.000 ft than the self-reported subjective perception of symptoms. Further devices that alert to a hypoxic condition during a flight should consider heart rate variability allowing more time and security to reestablish control of the flight.
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Affiliation(s)
- Fernando Sousa Honorato
- Graduate Program in Physical Education, Catholic University of Brasília—DF, Brasília, Brazil
| | - Lysleine Alves de Deus
- Graduate Program in Physical Education, Catholic University of Brasília—DF, Brasília, Brazil
| | - Andrea Lucena Reis
- Graduate Program in Physical Education, Catholic University of Brasília—DF, Brasília, Brazil
| | | | - Hugo de Luca Corrêa
- Graduate Program in Physical Education, Catholic University of Brasília—DF, Brasília, Brazil
| | | | | | | | - Jonato Prestes
- Graduate Program in Physical Education, Catholic University of Brasília—DF, Brasília, Brazil
| | | | - Thiago Santos Rosa
- Graduate Program in Physical Education, Catholic University of Brasília—DF, Brasília, Brazil
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Jin N, Tian J, Li Y, Mi J. A Validation Study of Heart Rate Variability Index in Monitoring Basketball Training Load. Front Physiol 2022; 13:881927. [PMID: 35547583 PMCID: PMC9084319 DOI: 10.3389/fphys.2022.881927] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Accepted: 03/31/2022] [Indexed: 11/13/2022] Open
Abstract
This study aimed to investigate whether the heart rate variability index (TLHRV) during five ball-drills could be used to quantify training load (TL) in collegiate basketball players. Ten elite male college basketball athletes (18.2 ± 0.4 years) were recruited to perform five ball-drills (1V1, 2V2, 3V3, 4V4, and 5V5) which lasted 10 min and varied in intensity. During each drill, TLHRV, training impulse (TRIMP), rating of perceived exertion (RPE), speed, and distance were recorded by Firstbeat, Foster’s RPE scale, and SiMi Scout. The correlation (Spearman’s and Pearson’s correlation coefficient), reliability (intra-class correlation coefficient, ICC), and agreement (Bland-Altman plots) among TLHRV, TRIMP, RPE, speed, and distance were examined. TLHRV was significantly correlated with TRIMP (r = 0.34, p = 0.015) and RPE (r = 0.42, p = 0.002). TLHRV was significantly correlated with training intensity (r = 0.477, p = 0.006) but not with volume (r = 0.272, p = 0.056). TLHRV and TRIMP, RPE showed significant intraclass relationships (ICC = 0.592, p = 0.0003). Moreover, TLHRV differentiated basketball drills of equal volume and varying intensity. We concluded that TLHRVmay serve as an objective and rational measure to monitor TL in basketball players.
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Affiliation(s)
- Naijing Jin
- Sports Coaching College, Beijing Sport University, Beijing, China
| | - Jie Tian
- Sports Coaching College, Beijing Sport University, Beijing, China
| | - Yue Li
- Sports Department, Shenzhen Institute of Information Technology, Shenzhen, China
| | - Jing Mi
- Sports Coaching College, Beijing Sport University, Beijing, China
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A New Approach for Evaluation of Cardiovascular Fitness and Cardiac Responses to Maximal Exercise Test in Master Runners: A Cross-Sectional Study. J Clin Med 2022; 11:jcm11061648. [PMID: 35329974 PMCID: PMC8955590 DOI: 10.3390/jcm11061648] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2021] [Revised: 03/06/2022] [Accepted: 03/08/2022] [Indexed: 01/08/2023] Open
Abstract
The aim of this study was to analyze the cardiac autonomic function at rest, at maximum exercise, and in recovery after exercise and to determine sex-specific and age-specific values for resting heart rate (RHR), hear rate (HR)-peak, HR recovery (HRR), and HR variability at rest in master runners. Fifty endurance runners (21 women) participated in this study (43.28 ± 5.25 years). The subjects came from different athletic clubs in Andalusia (Spain), and the testing protocol was performed in-season. A 3-km running test was performed and the cardiovascular response was monitored. Regarding sex, no significant differences were found regarding cardiovascular autonomic function at rest, during exercise, and following maximal exercise, only at rest, the standard deviation of all R-R intervals and low frequency values displayed significantly (p < 0.05) lower scores in women. 46% of athletes showed an RHR < 60 bpm. Additionally, HR-peak showed a significant correlation with age (r = −0.369; p = 0.009) and HRR5min (r = 0.476, p = 0.001). Also, endurance performance was inversely associated with obesity traits and cardiometabolic risk factors. In summary, age, sex, fitness, or anthropometrics characteristics did not show a relevant influence on cardiovascular autonomic modulation in master runners. However, the 3-km performance displayed a significant negative association with several factors of cardiometabolic risk.
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Gąsior JS, Rosoł M, Młyńczak M, Flatt AA, Hoffmann B, Baranowski R, Werner B. Reliability of Symbolic Analysis of Heart Rate Variability and Its Changes During Sympathetic Stimulation in Elite Modern Pentathlon Athletes: A Pilot Study. Front Physiol 2022; 13:829887. [PMID: 35295583 PMCID: PMC8918944 DOI: 10.3389/fphys.2022.829887] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Accepted: 01/21/2022] [Indexed: 11/24/2022] Open
Abstract
Background and Purpose Most studies on heart rate variability (HRV) in professional athletes concerned linear, time-, and frequency-domain indices, and there is lack of studies on non-linear parameters in this group. The study aimed to determine the inter-day reliability, and group-related and individual changes of short-term symbolic dynamics (SymDyn) measures during sympathetic nervous system activity (SNSa) stimulation among elite modern pentathletes. Methods Short-term electrocardiographic recordings were performed in stable measurement conditions with a 7-day interval between tests. SNSa stimulation via isometric handgrip strength test was conducted on the second day of study. The occurrence rate of patterns without variations (0V), with one variation (1V), two like (2LV), and two unlike variations (2UV) obtained using three approaches (the Max–min, the σ, and the Equal-probability methods) were analyzed. Relative and absolute reliability were evaluated. Results All SymDyn indices obtained using the Max–min method, 0V, and 2UV obtained using the σ method, 2UV obtained using the Equal-probability method presented acceptable inter-day reliability (the intraclass correlation coefficient between .91 and .99, Cohen’s d between −.08 and .10, the within-subject coefficient of variation between 4% and 22%). 2LV, 2UV, and 0V obtained using the Max–min and σ methods significantly decreased and increased, respectively, during SNSa stimulation—such changes were noted for all athletes. There was no significant association between differences in SymDyn parameters and respiratory rate in stable conditions and while comparing stable conditions and SNSa stimulation. Conclusion SymDyn indices may be used as reliable non-respiratory-associated parameters in laboratory settings to detect autonomic nervous system (ANS) activity modulations in elite endurance athletes. These findings provide a potential solution for addressing the confounding influence of respiration frequency on HRV-derived inferences of cardiac autonomic function. For this reason, SymDyn may prove to be preferable for field-based monitoring where measurements are unsupervised.
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Affiliation(s)
- Jakub S. Gąsior
- Department of Pediatric Cardiology and General Pediatrics, Medical University of Warsaw, Warsaw, Poland
- *Correspondence: Jakub S. Gąsior,
| | - Maciej Rosoł
- Faculty of Mechatronics, Institute of Metrology and Biomedical Engineering, Warsaw University of Technology, Warsaw, Poland
| | - Marcel Młyńczak
- Faculty of Mechatronics, Institute of Metrology and Biomedical Engineering, Warsaw University of Technology, Warsaw, Poland
| | - Andrew A. Flatt
- Biodynamics and Human Performance Center, Department of Health Sciences and Kinesiology, Georgia Southern University (Armstrong Campus), Savannah, GA, United States
| | - Bartosz Hoffmann
- Physiotherapy Division, Faculty of Medical Sciences, Medical University of Warsaw, Warsaw, Poland
| | - Rafał Baranowski
- Department of Heart Rhythm Disorders, National Institute of Cardiology, Warsaw, Poland
| | - Bożena Werner
- Department of Pediatric Cardiology and General Pediatrics, Medical University of Warsaw, Warsaw, Poland
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Domaszewska K, Boraczyński M, Tang YY, Gronek J, Wochna K, Boraczyński T, Wieliński D, Gronek P. Protective Effects of Exercise Become Especially Important for the Aging Immune System in The Covid-19 Era. Aging Dis 2022; 13:129-143. [PMID: 35111366 PMCID: PMC8782560 DOI: 10.14336/ad.2021.1219] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2021] [Accepted: 01/01/2022] [Indexed: 12/11/2022] Open
Abstract
Aging is a complex, multietiological process and a major risk factor for most non-genetic, chronic diseases including geriatric syndromes that negatively affect healthspan and longevity. In the scenario of "healthy or good aging", especially during the COVID-19 era, the proper implementation of exercise as "adjuvant" or "polypill" to improve disease-related symptoms and comorbidities in the general population is a top priority. However, there is still a gap concerning studies analyzing influence of exercise training to immune system in older people. Therefore, the aim of this review is to provide a brief summary of well-established findings in exercise immunology and immunogerontology, but with a focus on the main exercise-induced mechanisms associated with aging of the immune system (immunosenescence). The scientific data strongly supports the notion that regular exercise as a low-cost and non-pharmacological treatment approach, when adjusted on an individual basis in elderly, induce multiple rejuvenating mechanisms: (1) affects the telomere-length dynamics (a "telo-protective" effect), (2) promote short- and long-term anti-inflammatory effects (via e.g., triggering the anti-inflammatory phenotype), 3) stimulates the adaptive immune system (e.g., helps to offset diminished adaptive responses) and in parallel inhibits the accelerated immunosenescence process, (4) increases post-vaccination immune responses, and (5) possibly extends both healthspan and lifespan.
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Affiliation(s)
- Katarzyna Domaszewska
- Department of Physiology and Biochemistry, Poznan University of Physical Education, Poland.
| | - Michał Boraczyński
- Faculty of Health Sciences, Collegium Medicum, University of Warmia and Mazury in Olsztyn, Poland.
| | - Yi-Yuan Tang
- College of Health Solutions, Arizona State University, USA.
| | - Joanna Gronek
- Laboratory of Genetics, Department of Dance and Gymnastics, Poznan University of Physical Education, Poland.
| | - Krystian Wochna
- Laboratory of Swimming and Water Lifesaving, Faculty of Sport Sciences, Poznan University of Physical Education, Poland.
| | | | - Dariusz Wieliński
- Department of Anthropology and Biometry, Poznan University of Physical Education, Poland.
| | - Piotr Gronek
- Laboratory of Genetics, Department of Dance and Gymnastics, Poznan University of Physical Education, Poland.
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Injury Incidence and Pattern in Elite Young Male and Female Trail Runners. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12031155] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
The aim of this study was to analyze the injury incidence in young trail runners according to the body region, type, mode of onset, and moment of occurrence, both in total and detailed by sex. Thirty-five male and sixteen female young elite trail runners, aged between 15 and 22 years, completed a questionnaire regarding the injury incidence in the last 2 years. Comparison of the proportions of the injury incidence within groups (all, male, and female runners) and between groups (male vs. female runners) was computed using z and Fisher’s exact tests. Results showed that most of the injuries in male runners occurred in ankle (54.3%; p < 0.001; ES = 0.520). New injuries were the most common type in male (60.0%; p < 0.001; ES = 0.829) and female runners (52.0%; p = 0.005; ES = 0.585). Acute sudden onset (55.7%; p = 0.002; ES = 0.722) and repetitive sudden onset injuries (48.0%; p = 0.002; ES = 0.141) were the most frequent in male and female athletes, respectively. Joint sprains (48.6%; p < 0.001; 0.464) were the most reported injuries in male runners. Comparative analysis between sexes showed that exacerbation injuries were higher in females (24.0%) than in male runners (8.6%), with p = 0.046 (ES = 0.205). However, female runners reported less incidence by acute sudden onset injuries (32.0%) than male runners (55.7%), with p = 0.042 (ES = 0.209). Young trail runners showed a specific injury profile due to the distinctive characteristics of the mountain terrain compared to the athletic modalities.
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11
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Buchhorn R, Baumann C, Willaschek C. Pathophysiological mechanisms of bradycardia in patients with anorexia nervosa. Health Sci Rep 2021; 4:e331. [PMID: 34322602 PMCID: PMC8299991 DOI: 10.1002/hsr2.331] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2020] [Revised: 04/29/2021] [Accepted: 07/04/2021] [Indexed: 01/08/2023] Open
Abstract
BACKGROUND The purpose of this investigation was to examine heart rate variability (HRV), interbeat interval (IBI), and their interrelationship in healthy controls, bradycardic hyperpolarization-activated cyclic nucleotide-gated channel 4 (HCN4) mutation carriers, and patients with anorexia nervosa (AN). We tested the hypothesis that neural mechanisms cause bradycardia in patients with AN. Therefore, we assumed that saturation of the HRV/IBI relationship as a consequence of sustained parasympathetic control of the sinus node is exclusively detectable in patients with AN. METHODS Patients with AN between the ages of 12 and 16 years admitted to our hospital due to malnutrition were grouped and included in the present investigation (N = 20). A matched-pair group with healthy children and adolescents was created. Groups were matched for age and sex. A 24-hour Holter electrocardiography (ECG) was performed in controls and patients. More specifically, all patients underwent two 24-hour Holter ECG examinations (admission; refeeding treatment). Additionally, the IBI was recorded during the night in HCN4 mutation carriers (N = 4). HRV parameters were analyzed in 5-minute sequences during the night and plotted against mean corresponding IBI length. HRV, IBI, and their interrelationship were examined using Spearman's rank correlation analyses, Mann-Whitney U tests, and Wilcoxon signed-rank tests. RESULTS The relationship between IBI and HRV showed signs of saturation in patients with AN. Furthermore, signs of HRV saturation were present in two HCN4 mutation carriers. In contrast, signs of HRV saturation were not present in controls. CONCLUSIONS The existence of HRV saturation does not support the existence of parasympathetically mediated bradycardia. Nonneural mechanisms, such as HCN4 downregulation, may be responsible for bradycardia and HRV saturation in patients with AN.
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Affiliation(s)
- Reiner Buchhorn
- Department of PediatricsCaritas‐Krankenhaus Bad MergentheimBad MergentheimGermany
| | | | - Christian Willaschek
- Department of PediatricsCaritas‐Krankenhaus Bad MergentheimBad MergentheimGermany
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Stephenson MD, Thompson AG, Merrigan JJ, Stone JD, Hagen JA. Applying Heart Rate Variability to Monitor Health and Performance in Tactical Personnel: A Narrative Review. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:8143. [PMID: 34360435 PMCID: PMC8346173 DOI: 10.3390/ijerph18158143] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Revised: 07/13/2021] [Accepted: 07/27/2021] [Indexed: 12/17/2022]
Abstract
Human performance optimization of tactical personnel requires accurate, meticulous, and effective monitoring of biological adaptations and systemic recovery. Due to an increased understanding of its importance and the commercial availability of assessment tools, the use of heart rate variability (HRV) to address this need is becoming more common in the tactical community. Measuring HRV is a non-invasive, practical method for objectively assessing a performer's readiness, workload, and recovery status; when combined with additional data sources and practitioner input, it provides an affordable and scalable solution for gaining actionable information to support the facilitation and maintenance of operational performance. This narrative review discusses the non-clinical use of HRV for assessing, monitoring, and interpreting autonomic nervous system resource availability, modulation, effectiveness, and efficiency in tactical populations. Broadly, HRV metrics represent a complex series of interactions resulting from internal and external stimuli; therefore, a general overview of HRV applications in tactical personnel is discussed, including the influence of occupational specific demands, interactions between cognitive and physical domains, and recommendations on implementing HRV for training and recovery insights into critical health and performance outcomes.
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Affiliation(s)
- Mark D. Stephenson
- Rockefeller Neuroscience Institute, West Virginia University, Morgantown, WV 26505, USA; (A.G.T.); (J.J.M.); (J.D.S.); (J.A.H.)
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13
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Barbosa LP, da Silva Aguiar S, Santos PA, Dos Santos Rosa T, Maciel LA, de Deus LA, Neves RVP, de Araújo Leite PL, Gutierrez SD, Sousa CV, Korhonen MT, Degens H, Simões HG. Relationship between inflammatory biomarkers and testosterone levels in male master athletes and non-athletes. Exp Gerontol 2021; 151:111407. [PMID: 34022273 DOI: 10.1016/j.exger.2021.111407] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2021] [Revised: 04/23/2021] [Accepted: 05/16/2021] [Indexed: 01/22/2023]
Abstract
BACKGROUND Aging is often associated with low-grade systemic inflammation and reduced anabolic hormone levels. To investigate whether lifelong exercise training can decrease the age-related low-grade inflammation and anabolic hormone levels, we examined hormonal and inflammatory parameters among highly-trained male masters athletes and age-matched non-athletes. METHODS From 70 elite power and endurance master athletes - EMA (51.3 ± 8.0 yr), 32 young controls - YC (23.7 ± 3.9 yr) and 24 untrained age-matched controls - MAC (47.2 ± 8.0 yr) venous blood was drawn to measure inflammatory parameters (interleukin-6 [IL-6], tumor necrosis factor-α [TNF-α] and interleukin-10 [IL-10]) and circulating hormones (luteinizing hormone [LH], total testosterone, estradiol, sex hormone-binding globulin [SHBG] and free androgen index [FAI]). RESULTS EMA showed a better anti-inflammatory status than MAC (higher IL-10 and IL-10/IL-6 ratio and lower IL-6), but a lower anti-inflammatory status than YC (higher TNF-α) (p < 0.05). The MAC group had lower testosterone levels compared to the YC and EMA group (p < 0.05), and lower estradiol levels and testosterone/LH ratio compared to YC (p < 0.05). In the control groups (MAC and YC), testosterone correlated negatively with age and proinflammatory parameters, and positively with anti-inflammatory parameters. CONCLUSION Elite master athletics elevated levels of anti-inflammatory cytokines above that seen in non-athlete peers and mitigated the age-related reduction in testosterone levels.
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Affiliation(s)
- Lucas Pinheiro Barbosa
- Graduate Program in Physical Education and Health, Catholic University of Brasília, Taguatinga, DF, Brazil.
| | - Samuel da Silva Aguiar
- Graduate Program in Physical Education and Health, Catholic University of Brasília, Taguatinga, DF, Brazil; Department of Physical Education, UDF University Center, Brasilia, DF, Brazil
| | - Patrick Anderson Santos
- Graduate Program in Physical Education and Health, Catholic University of Brasília, Taguatinga, DF, Brazil
| | - Thiago Dos Santos Rosa
- Graduate Program in Physical Education and Health, Catholic University of Brasília, Taguatinga, DF, Brazil
| | - Larissa Alves Maciel
- Graduate Program in Physical Education and Health, Catholic University of Brasília, Taguatinga, DF, Brazil
| | - Lysleine Alves de Deus
- Graduate Program in Physical Education and Health, Catholic University of Brasília, Taguatinga, DF, Brazil
| | | | | | - Sara Duarte Gutierrez
- Graduate Program in Physical Education and Health, Catholic University of Brasília, Taguatinga, DF, Brazil
| | - Caio Victor Sousa
- Bouve College of Health Sciences, Northeastern University, Boston, MA, United States
| | - Marko T Korhonen
- Gerontology Research Center, Faculty of Sport and Health Sciences, University of Jyvaskyla, Finland
| | - Hans Degens
- Department of Sciences, Manchester Metropolitan University, Manchester, United Kingdom; Institute of Sport Science and Innovations, Lithuanian Sports University, Kaunas, Lithuania
| | - Herbert Gustavo Simões
- Graduate Program in Physical Education and Health, Catholic University of Brasília, Taguatinga, DF, Brazil.
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de Deus LA, Neves RVP, Corrêa HDL, Reis AL, Honorato FS, Silva VL, de Araújo TB, Souza MK, Sousa CV, Simões HG, Prestes J, Silva Neto LS, Rodrigues Santos CA, Melo GF, Stone WJ, Rosa TS. Improving the prognosis of renal patients: The effects of blood flow-restricted resistance training on redox balance and cardiac autonomic function. Exp Physiol 2021; 106:1099-1109. [PMID: 33586254 DOI: 10.1113/ep089341] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2020] [Accepted: 01/28/2021] [Indexed: 12/28/2022]
Abstract
NEW FINDINGS What is the central question of this study? Can resistance training with and without blood flow restriction improve redox balance and positively impact the autonomic cardiac modulation in chronic kidney disease patients? What is the main finding and its importance? Resistance training with and without blood flow restriction improved antioxidant defence (paraoxonase 1), decreased the pro-oxidative myeloperoxidase, improved cardiac autonomic function and slowed the decrease in renal function. We draw attention to the important clinical implications for the management of redox balance and autonomic cardiac function in chronic kidney disease patients. ABSTRACT Patients with chronic kidney disease (CKD) are prone to cardiovascular diseases secondary to abnormalities in both autonomic cardiac function and redox balance [myeloperoxidase (MPO) to paraoxonase 1 (PON1) ratio]. Although aerobic training improves both autonomic balance and redox balance in patients with CKD, the cardioprotective effects of resistance training (RT), with and without blood flow restriction (BFR), remain unknown. We aimed to compare the effects of RT and RT+BFR on antioxidant defence (PON1), pro-oxidative status (MPO), cardiac autonomic function (quantified by heart rate variability analysis) and renal function. Conservative CKD (stages 1 to 5 who do not need hemodialysis) patients (n = 105, 33 female) of both sexes were randomized into three groups: control (CTL; 57.6 ± 5.2 years; body mass index, 33.23 ± 1.62 kg/m2 ), RT (58.09 ± 6.26 years; body mass index 33.63 ± 2.05 kg/m2 ) and RT+BFR (58.06 ± 6.47 years; body mass index, 33.32 ± 1.87 kg/m2 ). Patients completed 6 months of RT or RT+BFR on three non-consecutive days per week under the supervision of strength and conditioning professionals. Training loads were adjusted every 2 months. Heart rate variability was recorded with a Polar-RS800 and data were analysed for time and frequency domains using Kubios software. The redox balance markers were PON1 and MPO, which were analysed in plasma samples. Renal function was estimated as estimated glomerular filtration rate. The RT and RT+BFR decreased pro-oxidative MPO (RT, ∼34 ng/ml and RT+BFR, ∼27 ng/ml), improved both antioxidant defence (PON1: RT, ∼23 U/L and RT+BFR, ∼31 U/L) and cardiac autonomic function (R-R interval: RT, ∼120.4 ms and RT+BFR, ∼117.7 ms), and slowed the deterioration of renal function (P < 0.0001). Redox balance markers were inversely correlated with heart rate variability time-domain indices. Our data indicated that both training models were effective as non-pharmacological tools to increase the antioxidant defences, decrease oxidative stress and improve the cardiac autonomic function of CKD patients.
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Affiliation(s)
| | | | - Hugo de Luca Corrêa
- Graduate Program in Physical Education, Catholic University of Brasília, DF, Brazil
| | - Andrea Lucena Reis
- Graduate Program in Physical Education, Catholic University of Brasília, DF, Brazil
| | | | - Victor Lopes Silva
- Graduate Program in Physical Education, Catholic University of Brasília, DF, Brazil
| | | | - Michel Kendy Souza
- Graduate Program in Physical Education, Catholic University of Brasília, DF, Brazil
| | - Caio Victor Sousa
- Bouve College of Health Sciences, Northeastern University, Boston, Massachusetts, USA
| | | | - Jonato Prestes
- Graduate Program in Physical Education, Catholic University of Brasília, DF, Brazil
| | | | | | | | - Whitley Jo Stone
- School of Kinesiology, Recreation, and Sport, Western Kentucky University, Bowling Green, Kentucky, USA
| | - Thiago Santos Rosa
- Graduate Program in Physical Education, Catholic University of Brasília, DF, Brazil
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15
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Gąsior JS, Hoffmann B, Silva LEV, Małek Ł, Flatt AA, Baranowski R, Werner B. Changes in Short-Term and Ultra-Short Term Heart Rate, Respiratory Rate, and Time-Domain Heart Rate Variability Parameters during Sympathetic Nervous System Activity Stimulation in Elite Modern Pentathlonists-A Pilot Study. Diagnostics (Basel) 2020; 10:diagnostics10121104. [PMID: 33348572 PMCID: PMC7766436 DOI: 10.3390/diagnostics10121104] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Revised: 12/15/2020] [Accepted: 12/16/2020] [Indexed: 12/20/2022] Open
Abstract
Monitoring of markers reflecting cardiac autonomic activity before and during stressful situations may be useful for identifying the physiological state of an athlete and may have medical or performance implications. The study aimed to determine group and individual changes in short-term (5 min) and ultra-short-term (1 min) heart rate (HR), respiratory rate (RespRate), and time-domain heart rate variability (HRV) parameters during sympathetic nervous system activity (SNSa) stimulation among professional endurance athletes. Electrocardiographic recordings were performed in stable measurement conditions (Baseline) and during SNSa stimulation via isometric handgrip in 12 elite modern pentathlonists. Significant increases in short-term HR and decreases in time-domain HRV parameters with no changes in RespRate were observed during SNSa stimulation. Significant differences were observed between Baseline (all minutes) and the last (i.e., 5th) minute of SNSa stimulation for ultra-short-term parameters. Analysis of intra-individual changes revealed some heterogeneity in responses. The study provides baseline responses of HR, RespRate, and time-domain HRV parameters to SNSa stimulation among elite pentathlonists, which may be useful for identifying abnormal responses among fatigued or injured (e.g., concussed) athletes. More attention to individual analysis seems to be necessary when assessing physiological responses to sympathetic stimuli in professional endurance athletes.
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Affiliation(s)
- Jakub S. Gąsior
- Department of Pediatric Cardiology and General Pediatrics, Medical University of Warsaw, 02-091 Warsaw, Poland;
- Correspondence: or ; Tel.: +48-793-199-222
| | - Bartosz Hoffmann
- Physiotherapy Division, Faculty of Medical Sciences, Medical University of Warsaw, 02-091 Warsaw, Poland;
| | - Luiz Eduardo Virgilio Silva
- Department of Internal Medicine of Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto 14049-900, SP, Brazil;
| | - Łukasz Małek
- Department of Epidemiology, Cardiovascular Disease Prevention and Health Promotion, National Institute of Cardiology, 04-635 Warsaw, Poland;
| | - Andrew A. Flatt
- Biodynamics and Human Performance Center, Department of Health Sciences and Kinesiology, Georgia Southern University (Armstrong Campus), Savannah, GA 31419, USA;
| | - Rafał Baranowski
- Department of Heart Rhythm Disorders, National Institute of Cardiology, 04-628 Warsaw, Poland;
| | - Bożena Werner
- Department of Pediatric Cardiology and General Pediatrics, Medical University of Warsaw, 02-091 Warsaw, Poland;
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Abstract
Background: Although regular exercise is beneficially acknowledged in promoting general health status, the cardiovascular risk of sudden cardiac death in highly training athletes has been reported. Unfortunately, the primary key factor in inducing cardiac problems in athletic populations is still questioned. Objectives: In the present study, we aim to determine factors that could affect the relationship between physical activity level and cardiac autonomic function in the Thai population. Methods: Forty participants were recruited and classified into three groups based on their physical activity level and sport profession, including sedentary men, elite handball players, and professional futsal players. In all participants, we measured predicted maximal oxygen consumption, time- and frequency- domain heart rate variability (HRV) variables at rest. Results: Results demonstrated a positive correlation between time-domain HRV and estimated maximal oxygen consumption, but not with frequency-domain HRV, in which athletes aged lower than 25 years old (18 - 25 years old) had a significantly higher in the standard deviation of normal RR intervals (SDNN) and root mean square of the successive differences (RMSSD) than that in age-matched sedentary subjects. Interestingly, athletes aged above 25 years old (25 - 32 years old) had lower SDNN and RMSSD with higher low frequency/high-frequency ratio than those athletes aged under 25. Since all athletes aged above 25 years old were world-class national futsal players, stress due to the competitive level might be another factor influencing cardiac autonomic activity in athletes. Conclusions: In conclusion, the study suggested the importance of age and stress exposure on cardiac autonomic regulation in elite athletes. The observed correlation also reinforced HRV as a potential marker in detecting abnormal changes in cardiac health even in an athletic population.
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17
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Simões HG, Rosa TS, Sousa CV, Aguiar SDS, Motta-Santos D, Degens H, Korhonen MT, Campbell CSG. Does Longer Leukocyte Telomere Length and Higher Physical Fitness Protect Master Athletes From Consequences of Coronavirus (SARS-CoV-2) Infection? Front Sports Act Living 2020; 2:87. [PMID: 33345078 PMCID: PMC7739763 DOI: 10.3389/fspor.2020.00087] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Accepted: 06/04/2020] [Indexed: 11/20/2022] Open
Affiliation(s)
- Herbert Gustavo Simões
- Graduate Program in Physical Education, Catholic University of Brasilia, Brasília, Brazil
| | - Thiago Santos Rosa
- Graduate Program in Physical Education, Catholic University of Brasilia, Brasília, Brazil
| | - Caio Victor Sousa
- Bouve College of Health Sciences, Northeastern University, Boston, MA, United States
| | - Samuel da Silva Aguiar
- Graduate Program in Physical Education, Catholic University of Brasilia, Brasília, Brazil.,Department of Physical Education, University Center UDF, Brasilia, Brazil
| | - Daisy Motta-Santos
- School of Physical Education, Physiotherapy, and Occupational Therapy, UFMG, Belo Horizonte, Brazil
| | - Hans Degens
- Department of Sciences, Manchester Metropolitan University, Manchester, United Kingdom.,Institute of Sport Science and Innovations, Lithuanian Sports University, Kaunas, Lithuania
| | - Marko T Korhonen
- Gerontology Research Center, Faculty of Sport and Health Sciences, University of Jyväskylä, Jyväskylä, Finland
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18
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Shao S, Wang T, Song C, Chen X, Cui E, Zhao H. Obstructive Sleep Apnea Recognition Based on Multi-Bands Spectral Entropy Analysis of Short-Time Heart Rate Variability. ENTROPY 2019; 21:e21080812. [PMID: 33267526 PMCID: PMC7515341 DOI: 10.3390/e21080812] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/29/2019] [Revised: 08/11/2019] [Accepted: 08/16/2019] [Indexed: 01/14/2023]
Abstract
Obstructive sleep apnea (OSA) syndrome is a common sleep disorder. As an alternative to polysomnography (PSG) for OSA screening, the current automatic OSA detection methods mainly concentrate on feature extraction and classifier selection based on physiological signals. It has been reported that OSA is, along with autonomic nervous system (ANS) dysfunction and heart rate variability (HRV), a useful tool for ANS assessment. Therefore, in this paper, eight novel indices of short-time HRV are extracted for OSA detection, which are based on the proposed multi-bands time-frequency spectrum entropy (MTFSE) method. In the MTFSE, firstly, the power spectrum of HRV is estimated by the Burg-AR model, and the time-frequency spectrum image (TFSI) is obtained. Secondly, according to the physiological significance of HRV, the TFSI is divided into multiple sub-bands according to frequency. Last but not least, by studying the Shannon entropy of different sub-bands and the relationships among them, the eight indices are obtained. In order to validate the performance of MTFSE-based indices, the Physionet Apnea-ECG database and K-nearest neighbor (KNN), support vector machine (SVM), and decision tree (DT) classification methods are used. The SVM classification method gets the highest classification accuracy, its average accuracy is 91.89%, the average sensitivity is 88.01%, and the average specificity is 93.98%. Undeniably, the MTFSE-based indices provide a novel idea for the screening of OSA disease.
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Affiliation(s)
- Shiliang Shao
- School of computer science and engineering, Northeastern University, Shenyang 110819, China
- State Key Laboratory of Robotics, Shenyang Institute of Automation Chinese Academy of Sciences, Shenyang 110016, China
- Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang 110016, China
- Correspondence:
| | - Ting Wang
- State Key Laboratory of Robotics, Shenyang Institute of Automation Chinese Academy of Sciences, Shenyang 110016, China
- Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang 110016, China
| | - Chunhe Song
- State Key Laboratory of Robotics, Shenyang Institute of Automation Chinese Academy of Sciences, Shenyang 110016, China
- Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang 110016, China
| | - Xingchi Chen
- School of computer science and engineering, Northeastern University, Shenyang 110819, China
| | - Enuo Cui
- School of computer science and engineering, Northeastern University, Shenyang 110819, China
| | - Hai Zhao
- School of computer science and engineering, Northeastern University, Shenyang 110819, China
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